0
Your cart

Your cart is empty

Books > Science & Mathematics > Mathematics > Probability & statistics

Buy Now

Gaussian Process Regression Analysis for Functional Data (Hardcover) Loot Price: R4,734
Discovery Miles 47 340
Gaussian Process Regression Analysis for Functional Data (Hardcover): Jian Qing Shi, Taeryon Choi

Gaussian Process Regression Analysis for Functional Data (Hardcover)

Jian Qing Shi, Taeryon Choi

 (sign in to rate)
Loot Price R4,734 Discovery Miles 47 340 | Repayment Terms: R444 pm x 12*

Bookmark and Share

Expected to ship within 12 - 17 working days

Gaussian Process Regression Analysis for Functional Data presents nonparametric statistical methods for functional regression analysis, specifically the methods based on a Gaussian process prior in a functional space. The authors focus on problems involving functional response variables and mixed covariates of functional and scalar variables. Covering the basics of Gaussian process regression, the first several chapters discuss functional data analysis, theoretical aspects based on the asymptotic properties of Gaussian process regression models, and new methodological developments for high dimensional data and variable selection. The remainder of the text explores advanced topics of functional regression analysis, including novel nonparametric statistical methods for curve prediction, curve clustering, functional ANOVA, and functional regression analysis of batch data, repeated curves, and non-Gaussian data. Many flexible models based on Gaussian processes provide efficient ways of model learning, interpreting model structure, and carrying out inference, particularly when dealing with large dimensional functional data. This book shows how to use these Gaussian process regression models in the analysis of functional data. Some MATLAB (R) and C codes are available on the first author's website.

General

Imprint: Taylor & Francis
Country of origin: United States
Release date: July 2011
First published: 2011
Authors: Jian Qing Shi • Taeryon Choi
Dimensions: 234 x 156 x 16mm (L x W x T)
Format: Hardcover
Pages: 216
ISBN-13: 978-1-4398-3773-3
Categories: Books > Science & Mathematics > Mathematics > Probability & statistics
Promotions
LSN: 1-4398-3773-2
Barcode: 9781439837733

Is the information for this product incomplete, wrong or inappropriate? Let us know about it.

Does this product have an incorrect or missing image? Send us a new image.

Is this product missing categories? Add more categories.

Review This Product

No reviews yet - be the first to create one!

You might also like..

Statistics For Business And Economics
David Anderson, James Cochran, … Paperback  (1)
R1,305 Discovery Miles 13 050
Applied Business Statistics - Methods…
Trevor Wegner Paperback R951 Discovery Miles 9 510
Basic mathematics for economics students…
Derek Yu Paperback R383 Discovery Miles 3 830
Numbers, Hypotheses & Conclusions - A…
Colin Tredoux, Kevin Durrheim Paperback R969 R856 Discovery Miles 8 560
Time Series Analysis - With Applications…
Jonathan D. Cryer, Kung-Sik Chan Hardcover R2,636 Discovery Miles 26 360
Mathematical Statistics with…
William Mendenhall, Dennis Wackerly, … Paperback R1,345 R1,252 Discovery Miles 12 520
Counterfactuals and Probability
Moritz Schulz Hardcover R2,854 Discovery Miles 28 540
Probability - An Introduction
Geoffrey Grimmett, Dominic Welsh Hardcover R4,206 Discovery Miles 42 060
BI Statistical Methods - Volume I…
Peter Walley Hardcover R2,721 Discovery Miles 27 210
Advances in Quantum Monte Carlo
Shigenori Tanaka, Stuart M. Rothstein, … Hardcover R5,584 Discovery Miles 55 840
The Oxford Handbook of Functional Data…
Frederic Ferraty, Yves Romain Hardcover R4,606 Discovery Miles 46 060
Pearson Edexcel AS and A level…
Paperback  (1)
R279 Discovery Miles 2 790

See more

Partners